This analysis based on Global Country Information Data set 2023 by Nidula Elgiriyewithana found in kaggle with public licence Attribution 4.0 International (CC BY 4.0). This comprehensive data set provides a wealth of information about all countries worldwide, covering a wide range of indicators and attributes. It encompasses demographic statistics, economic indicators, environmental factors, healthcare metrics, education statistics, and much more. With every country represented, this data set offers a complete global perspective on various aspects of nations, enabling in-depth analyses and cross-country comparisons.